Association between serum heavy metal levels and diabetic retinopathy in NHANES 2011-2020
- PMID: 38218955
- PMCID: PMC10787836
- DOI: 10.1038/s41598-024-51749-6
Association between serum heavy metal levels and diabetic retinopathy in NHANES 2011-2020
Abstract
The present study utilized the National Health and Nutrition Examination Survey (NHANES) database to examine the relationship between serum levels of heavy metals and Diabetic retinopathy (DR) in individuals aged over 30 years with type 2 diabetes mellitus (T2DM) in the United States. A cross-sectional analysis was conducted on 1583 individuals with T2DM from the NHANES 2011-2020, including 331 individuals in the DR group and 1252 individuals in the non-DR group. We collected data on serum levels of heavy metals, DR, and serum albumin for descriptive statistics, linear regression, and logistical regression analysis. After adjusting for age, gender, race and other factors, there was no statistically significant association between blood cadmium, selenium, mercury, or lead and DR. However, serum manganese (Mn) and DR had a significant negative association (β = - 0.2045, 95% CI = - 0.3484, - 0.0606). Serum albumin partially modulated the indirect influence of serum Mn on the incidence of DR, accounting for 12.80% of the association between serum Mn and DR. There was a negative association between serum Mn levels and the prevalence of DR in people with T2DM. Mn intake at least in this study has a little influence on the onset and development of DR.
© 2024. The Author(s).
Conflict of interest statement
The authors declare no competing interests.
Figures
Similar articles
-
Associations of heavy metal exposure with diabetic retinopathy in the U.S. diabetic population: a cross-sectional study.Front Public Health. 2024 Aug 1;12:1401034. doi: 10.3389/fpubh.2024.1401034. eCollection 2024. Front Public Health. 2024. PMID: 39148656 Free PMC article.
-
The correlation between serum albumin and diabetic retinopathy among people with type 2 diabetes mellitus: NHANES 2011-2020.PLoS One. 2022 Jun 16;17(6):e0270019. doi: 10.1371/journal.pone.0270019. eCollection 2022. PLoS One. 2022. PMID: 35709212 Free PMC article.
-
Association between heavy metal exposure and diabetic retinopathy related homeostatic dysregulation value in Type 2 diabetic population: A cross-sectional study of NHANES 2003-2016.Ecotoxicol Environ Saf. 2025 Jul 1;299:118365. doi: 10.1016/j.ecoenv.2025.118365. Epub 2025 May 27. Ecotoxicol Environ Saf. 2025. PMID: 40435781
-
Association between blood urea nitrogen levels and diabetic retinopathy in diabetic adults in the United States (NHANES 2005-2018).Front Endocrinol (Lausanne). 2024 May 10;15:1403456. doi: 10.3389/fendo.2024.1403456. eCollection 2024. Front Endocrinol (Lausanne). 2024. PMID: 38800479 Free PMC article.
-
Dr. Davies on Mercury.Med Chir Rev J Med Sci Anal Ser. 1821 Mar 1;1(4):700-702. Med Chir Rev J Med Sci Anal Ser. 1821. PMID: 29917405 Free PMC article. Review. No abstract available.
Cited by
-
Construction of a nomogram for predicting the risk of all-cause mortality in patients with diabetic retinopathy.Front Endocrinol (Lausanne). 2025 Feb 21;16:1493984. doi: 10.3389/fendo.2025.1493984. eCollection 2025. Front Endocrinol (Lausanne). 2025. PMID: 40060382 Free PMC article.
-
Associations of heavy metal exposure with diabetic retinopathy in the U.S. diabetic population: a cross-sectional study.Front Public Health. 2024 Aug 1;12:1401034. doi: 10.3389/fpubh.2024.1401034. eCollection 2024. Front Public Health. 2024. PMID: 39148656 Free PMC article.
-
Exploring the relationship between heavy metals and diabetic retinopathy: a machine learning modeling approach.Sci Rep. 2024 Jun 6;14(1):13049. doi: 10.1038/s41598-024-63916-w. Sci Rep. 2024. PMID: 38844504 Free PMC article.
-
Association between dietary multi-metal intake and the risk of diabetic retinopathy: a population-based study.Front Nutr. 2025 Jun 19;12:1595788. doi: 10.3389/fnut.2025.1595788. eCollection 2025. Front Nutr. 2025. PMID: 40612311 Free PMC article.
-
TraceEyeDisease: a web-based database for investigating trace elements and their imbalances in eye diseases.BMC Res Notes. 2024 Nov 12;17(1):334. doi: 10.1186/s13104-024-06981-8. BMC Res Notes. 2024. PMID: 39533428 Free PMC article.
References
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Medical